diff --git a/Streamlit/Training Report/README.md b/Streamlit/Training Report/README.md
index af29f83..5e26f9c 100644
--- a/Streamlit/Training Report/README.md	
+++ b/Streamlit/Training Report/README.md	
@@ -1,4 +1,4 @@
 
-## Mean Squared Error on validation set: 0.2488
+## Mean Squared Error on validation set: 0.2490
 
 <p align='center'> <img src='residuals.png' alt='Residuals'> </p>
diff --git a/Streamlit/Training Report/residuals.png b/Streamlit/Training Report/residuals.png
index f45faec..b5b49a9 100644
Binary files a/Streamlit/Training Report/residuals.png and b/Streamlit/Training Report/residuals.png differ
diff --git a/Streamlit/Training Report/results.txt b/Streamlit/Training Report/results.txt
index cda3906..e143e2a 100644
--- a/Streamlit/Training Report/results.txt	
+++ b/Streamlit/Training Report/results.txt	
@@ -1,3 +1,3 @@
 
-## Mean Squared Error on validation set: 0.2488
+## Mean Squared Error on validation set: 0.2490
 
diff --git a/Streamlit/light_weight_expected_strokes.pkl b/Streamlit/light_weight_expected_strokes.pkl
index d40764d..201b749 100644
Binary files a/Streamlit/light_weight_expected_strokes.pkl and b/Streamlit/light_weight_expected_strokes.pkl differ